Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Design patterns for layering deterministic code and LLM calls in a single pipeline or agent. Use when designing a pipeline that mixes semantic and structural work — distillation, extraction with validation, approval gates, orchestrated multi-step workflows. Catalogs four load-bearing layering patterns (LLM→Code guard, Code filter→LLM, LLM judge + Code enforce, Code orchestrator + LLM worker) with when-to-use, failure modes, and minimal code sketches. Macro-level companion to the micro "which tool for this one task" question.
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: ee7dccfea2d729f4c432c769574d4e618045308e5058d38bc4f154e58d5b0a82
About this listing
- Category
- Growth & marketing
- Reported license
- MIT
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.